No...watch it again....you don't look at it at all after they pick it.
You take a quick glance at the bottom card in the very beginning as they hand you the shuffled deck.
Nobody will suspect anything because you have to look at the deck to take it from them.
Once you see the bottom card, you can do the card selection process blindfolded.